Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 52413 |
| Missing cells | 116133 |
| Missing cells (%) | 13.8% |
| Duplicate rows | 1051 |
| Duplicate rows (%) | 2.0% |
| Total size in memory | 8.8 MiB |
| Average record size in memory | 176.3 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 1 |
| Dataset has 1051 (2.0%) duplicate rows | Duplicates |
13172_FERM0101.PUMP_1_PV is highly imbalanced (99.9%) | Imbalance |
13172_FERM0101.Agitation_PV has 4327 (8.3%) missing values | Missing |
13172_FERM0101.Air_Sparge_PV has 4327 (8.3%) missing values | Missing |
13172_FERM0101.Biocontainer_Pressure_PV has 4326 (8.3%) missing values | Missing |
13172_FERM0101.DO_1_PV has 51235 (97.8%) missing values | Missing |
13172_FERM0101.DO_2_PV has 4327 (8.3%) missing values | Missing |
13172_FERM0101.Gas_Overlay_PV has 4327 (8.3%) missing values | Missing |
13172_FERM0101.Load_Cell_Net_PV has 4326 (8.3%) missing values | Missing |
13172_FERM0101.pH_1_PV has 4326 (8.3%) missing values | Missing |
13172_FERM0101.pH_2_PV has 4326 (8.3%) missing values | Missing |
13172_FERM0101.PUMP_1_PV has 4327 (8.3%) missing values | Missing |
13172_FERM0101.PUMP_1_TOTAL has 4326 (8.3%) missing values | Missing |
13172_FERM0101.PUMP_2_PV has 4327 (8.3%) missing values | Missing |
13172_FERM0101.PUMP_2_TOTAL has 4326 (8.3%) missing values | Missing |
13172_FERM0101.Single_Use_DO_PV has 4327 (8.3%) missing values | Missing |
13172_FERM0101.Single_Use_pH_PV has 4327 (8.3%) missing values | Missing |
13172_FERM0101.Temperatura_PV has 4326 (8.3%) missing values | Missing |
13172_FERM0101.PUMP_2_PV is highly skewed (γ1 = 78.03242767) | Skewed |
13172_FERM0101.Agitation_PV has 23681 (45.2%) zeros | Zeros |
13172_FERM0101.Air_Sparge_PV has 47067 (89.8%) zeros | Zeros |
13172_FERM0101.DO_1_PV has 1079 (2.1%) zeros | Zeros |
13172_FERM0101.DO_2_PV has 43000 (82.0%) zeros | Zeros |
13172_FERM0101.Gas_Overlay_PV has 18869 (36.0%) zeros | Zeros |
13172_FERM0101.PUMP_1_TOTAL has 7505 (14.3%) zeros | Zeros |
13172_FERM0101.PUMP_2_PV has 47762 (91.1%) zeros | Zeros |
13172_FERM0101.PUMP_2_TOTAL has 28873 (55.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-09-29 18:18:32.159327 |
|---|---|
| Analysis finished | 2024-09-29 18:18:50.074583 |
| Duration | 17.92 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
13172_FERM0101.Agitation_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 368 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 4327 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.470704 |
| Minimum | 0 |
|---|---|
| Maximum | 80 |
| Zeros | 23681 |
| Zeros (%) | 45.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 20 |
| Q3 | 34.504001 |
| 95-th percentile | 72 |
| Maximum | 80 |
| Range | 80 |
| Interquartile range (IQR) | 34.504001 |
Descriptive statistics
| Standard deviation | 27.278393 |
|---|---|
| Coefficient of variation (CV) | 1.2704936 |
| Kurtosis | -0.49312504 |
| Mean | 21.470704 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.0155072 |
| Sum | 1032440.3 |
| Variance | 744.11072 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 23681 | |
| 20 | 12093 | |
| 72 | 8368 | 16.0% |
| 44 | 1995 | 3.8% |
| 36 | 476 | 0.9% |
| 80 | 443 | 0.8% |
| 40 | 193 | 0.4% |
| 48 | 188 | 0.4% |
| 34.16799927 | 22 | < 0.1% |
| 34.50400085 | 21 | < 0.1% |
| Other values (358) | 606 | 1.2% |
| (Missing) | 4327 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 23681 | |
| 20 | 12093 | |
| 20.03462422 | 1 | < 0.1% |
| 20.21952767 | 1 | < 0.1% |
| 20.32444191 | 1 | < 0.1% |
| 20.47311166 | 1 | < 0.1% |
| 20.61295716 | 1 | < 0.1% |
| 20.90212257 | 1 | < 0.1% |
| 21.19083002 | 1 | < 0.1% |
| 21.29648179 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 80 | 443 | 0.8% |
| 72 | 8368 | |
| 71.9999939 | 1 | < 0.1% |
| 71.99992676 | 1 | < 0.1% |
| 71.99986247 | 1 | < 0.1% |
| 71.99979858 | 1 | < 0.1% |
| 71.99973145 | 1 | < 0.1% |
| 71.99966714 | 1 | < 0.1% |
| 71.99960327 | 1 | < 0.1% |
| 71.99953901 | 1 | < 0.1% |
13172_FERM0101.Air_Sparge_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 1020 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 4327 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1610792 |
| Minimum | 0 |
|---|---|
| Maximum | 16.002144 |
| Zeros | 47067 |
| Zeros (%) | 89.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 16.002144 |
| Range | 16.002144 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.3927367 |
|---|---|
| Coefficient of variation (CV) | 8.6462853 |
| Kurtosis | 98.371512 |
| Mean | 0.1610792 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.7372634 |
| Sum | 7745.6542 |
| Variance | 1.9397155 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 47067 | |
| 15.96247623 | 1 | < 0.1% |
| 9.905471039 | 1 | < 0.1% |
| 0.001870622385 | 1 | < 0.1% |
| 1.926111162 | 1 | < 0.1% |
| 3.488108063 | 1 | < 0.1% |
| 7.761153412 | 1 | < 0.1% |
| 0.8016670227 | 1 | < 0.1% |
| 3.465966537 | 1 | < 0.1% |
| 9.821643829 | 1 | < 0.1% |
| Other values (1010) | 1010 | 1.9% |
| (Missing) | 4327 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 47067 | |
| 0.0001293366145 | 1 | < 0.1% |
| 0.0004012896147 | 1 | < 0.1% |
| 0.0006448696044 | 1 | < 0.1% |
| 0.001870622385 | 1 | < 0.1% |
| 0.00254522155 | 1 | < 0.1% |
| 0.003967829603 | 1 | < 0.1% |
| 0.004921793255 | 1 | < 0.1% |
| 0.009285172965 | 1 | < 0.1% |
| 0.06251979904 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 16.00214408 | 1 | |
| 16.0019909 | 1 | |
| 16.00197933 | 1 | |
| 16.00157261 | 1 | |
| 16.0014496 | 1 | |
| 16.00119973 | 1 | |
| 16.00102334 | 1 | |
| 16.00085492 | 1 | |
| 16.00080857 | 1 | |
| 16.00078666 | 1 |
13172_FERM0101.Biocontainer_Pressure_PV
Real number (ℝ)
MISSING 
| Distinct | 23793 |
|---|---|
| Distinct (%) | 49.5% |
| Missing | 4326 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167.96129 |
| Minimum | -12.795142 |
|---|---|
| Maximum | 480 |
| Zeros | 96 |
| Zeros (%) | 0.2% |
| Negative | 18162 |
| Negative (%) | 34.7% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -12.795142 |
|---|---|
| 5-th percentile | -4.8958313 |
| Q1 | -1.0069458 |
| median | 1.5127144 |
| Q3 | 480 |
| 95-th percentile | 480 |
| Maximum | 480 |
| Range | 492.79514 |
| Interquartile range (IQR) | 481.00695 |
Descriptive statistics
| Standard deviation | 229.24036 |
|---|---|
| Coefficient of variation (CV) | 1.3648404 |
| Kurtosis | -1.6072484 |
| Mean | 167.96129 |
| Median Absolute Deviation (MAD) | 3.3044391 |
| Skewness | 0.62627594 |
| Sum | 8076754.5 |
| Variance | 52551.142 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 480 | 16854 | |
| -0.6018493652 | 129 | 0.2% |
| -0.5815979004 | 129 | 0.2% |
| -1.25 | 128 | 0.2% |
| -1.290509033 | 113 | 0.2% |
| -1.027197266 | 112 | 0.2% |
| -0.8246520996 | 111 | 0.2% |
| -1.067706299 | 110 | 0.2% |
| -1.513311768 | 109 | 0.2% |
| -0.7841430664 | 103 | 0.2% |
| Other values (23783) | 30189 | |
| (Missing) | 4326 | 8.3% |
| Value | Count | Frequency (%) |
| -12.7951416 | 1 | |
| -12.78697677 | 1 | |
| -12.76347502 | 1 | |
| -12.76179238 | 1 | |
| -12.75463257 | 1 | |
| -12.74172747 | 1 | |
| -12.72316363 | 1 | |
| -12.70664826 | 1 | |
| -12.5520813 | 1 | |
| -12.51962912 | 1 |
| Value | Count | Frequency (%) |
| 480 | 16854 | |
| 237.2890227 | 1 | < 0.1% |
| 127.6138047 | 1 | < 0.1% |
| 10.234375 | 1 | < 0.1% |
| 10.17036768 | 1 | < 0.1% |
| 9.714243726 | 1 | < 0.1% |
| 9.687439282 | 1 | < 0.1% |
| 9.509005687 | 1 | < 0.1% |
| 8.965247104 | 1 | < 0.1% |
| 8.801130856 | 1 | < 0.1% |
13172_FERM0101.DO_1_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 65 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 51235 |
| Missing (%) | 97.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8817048 |
| Minimum | 0 |
|---|---|
| Maximum | 78.602374 |
| Zeros | 1079 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 16.256535 |
| Maximum | 78.602374 |
| Range | 78.602374 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.5407762 |
|---|---|
| Coefficient of variation (CV) | 4.0074172 |
| Kurtosis | 41.055316 |
| Mean | 1.8817048 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.7636799 |
| Sum | 2216.6482 |
| Variance | 56.863305 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1079 | 2.1% |
| 16.50939484 | 10 | < 0.1% |
| 17.0197113 | 5 | < 0.1% |
| 16.63812408 | 4 | < 0.1% |
| 15.6266861 | 4 | < 0.1% |
| 15.36923065 | 4 | < 0.1% |
| 14.35319672 | 3 | < 0.1% |
| 16.25653534 | 3 | < 0.1% |
| 16.76685181 | 3 | < 0.1% |
| 14.22446899 | 2 | < 0.1% |
| Other values (55) | 61 | 0.1% |
| (Missing) | 51235 |
| Value | Count | Frequency (%) |
| 0 | 1079 | |
| 11.97767081 | 1 | < 0.1% |
| 13.08430481 | 2 | < 0.1% |
| 13.46589203 | 1 | < 0.1% |
| 13.50423889 | 1 | < 0.1% |
| 14.09574127 | 1 | < 0.1% |
| 14.22446899 | 2 | < 0.1% |
| 14.26213692 | 1 | < 0.1% |
| 14.31314325 | 1 | < 0.1% |
| 14.35319672 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 78.60237427 | 1 | |
| 75.55427246 | 1 | |
| 69.58220215 | 1 | |
| 66.02838745 | 1 | |
| 62.98027954 | 1 | |
| 58.78742065 | 1 | |
| 55.6105957 | 1 | |
| 52.82169661 | 1 | |
| 50.02930603 | 1 | |
| 46.72375183 | 1 |
13172_FERM0101.DO_2_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 3989 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 4327 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2957988 |
| Minimum | 0 |
|---|---|
| Maximum | 89.337708 |
| Zeros | 43000 |
| Zeros (%) | 82.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 20.78866 |
| Maximum | 89.337708 |
| Range | 89.337708 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.82504 |
|---|---|
| Coefficient of variation (CV) | 3.5879131 |
| Kurtosis | 21.949387 |
| Mean | 3.2957988 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.5223128 |
| Sum | 158481.78 |
| Variance | 139.83157 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 43000 | |
| 78.38275757 | 20 | < 0.1% |
| 79.12711792 | 15 | < 0.1% |
| 78.82723389 | 13 | < 0.1% |
| 28.45993042 | 12 | < 0.1% |
| 78.68264771 | 12 | < 0.1% |
| 78.23817139 | 12 | < 0.1% |
| 78.08822632 | 11 | < 0.1% |
| 16.59084625 | 11 | < 0.1% |
| 16.46363831 | 10 | < 0.1% |
| Other values (3979) | 4970 | 9.5% |
| (Missing) | 4327 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 43000 | |
| 0.2953654612 | 1 | < 0.1% |
| 2.127795792 | 1 | < 0.1% |
| 2.13805027 | 2 | < 0.1% |
| 3.37597847 | 2 | < 0.1% |
| 3.553162766 | 1 | < 0.1% |
| 3.579579544 | 2 | < 0.1% |
| 3.883299637 | 1 | < 0.1% |
| 3.931254196 | 1 | < 0.1% |
| 3.980663681 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 89.33770752 | 1 | < 0.1% |
| 88.82005455 | 1 | < 0.1% |
| 88.64082885 | 1 | < 0.1% |
| 88.36628418 | 1 | < 0.1% |
| 88.10524316 | 1 | < 0.1% |
| 87.69441528 | 3 | |
| 87.60070801 | 1 | < 0.1% |
| 87.54655151 | 1 | < 0.1% |
| 87.09644165 | 1 | < 0.1% |
| 86.69011841 | 1 | < 0.1% |
13172_FERM0101.Gas_Overlay_PV
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 29216 |
|---|---|
| Distinct (%) | 60.8% |
| Missing | 4327 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4341266 |
| Minimum | 0 |
|---|---|
| Maximum | 16.001288 |
| Zeros | 18869 |
| Zeros (%) | 36.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3.999765 |
| Q3 | 4.0000574 |
| 95-th percentile | 4.0003529 |
| Maximum | 16.001288 |
| Range | 16.001288 |
| Interquartile range (IQR) | 4.0000574 |
Descriptive statistics
| Standard deviation | 1.964264 |
|---|---|
| Coefficient of variation (CV) | 0.8069687 |
| Kurtosis | -1.4339886 |
| Mean | 2.4341266 |
| Median Absolute Deviation (MAD) | 0.00047311094 |
| Skewness | -0.37453336 |
| Sum | 117047.41 |
| Variance | 3.8583329 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18869 | |
| 3.999869537 | 2 | < 0.1% |
| 4.000040054 | 2 | < 0.1% |
| 3.999709901 | 1 | < 0.1% |
| 4.000009576 | 1 | < 0.1% |
| 3.999959469 | 1 | < 0.1% |
| 3.999456783 | 1 | < 0.1% |
| 3.999471804 | 1 | < 0.1% |
| 4.000089511 | 1 | < 0.1% |
| 3.999497137 | 1 | < 0.1% |
| Other values (29206) | 29206 | |
| (Missing) | 4327 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 18869 | |
| 1.783709784 | 1 | < 0.1% |
| 2.549639423 | 1 | < 0.1% |
| 3.097292725 | 1 | < 0.1% |
| 3.100984381 | 1 | < 0.1% |
| 3.120230417 | 1 | < 0.1% |
| 3.307985819 | 1 | < 0.1% |
| 3.713406845 | 1 | < 0.1% |
| 3.773994963 | 1 | < 0.1% |
| 3.845119435 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 16.00128796 | 1 | |
| 16.00103624 | 1 | |
| 16.0006285 | 1 | |
| 16.00056073 | 1 | |
| 16.00045408 | 1 | |
| 15.99913849 | 1 | |
| 15.99895403 | 1 | |
| 12.89630894 | 1 | |
| 12.6673534 | 1 | |
| 10.35791138 | 1 |
13172_FERM0101.Load_Cell_Net_PV
Real number (ℝ)
MISSING 
| Distinct | 2950 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 4326 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.357556 |
| Minimum | -8.4796569 |
|---|---|
| Maximum | 175.50066 |
| Zeros | 394 |
| Zeros (%) | 0.8% |
| Negative | 19514 |
| Negative (%) | 37.2% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -8.4796569 |
|---|---|
| 5-th percentile | -6.9599998 |
| Q1 | -6.1599998 |
| median | 79.2 |
| Q3 | 160.4 |
| 95-th percentile | 166.24 |
| Maximum | 175.50066 |
| Range | 183.98032 |
| Interquartile range (IQR) | 166.56 |
Descriptive statistics
| Standard deviation | 77.132751 |
|---|---|
| Coefficient of variation (CV) | 1.0962966 |
| Kurtosis | -1.8172078 |
| Mean | 70.357556 |
| Median Absolute Deviation (MAD) | 82.115153 |
| Skewness | 0.18140837 |
| Sum | 3383283.8 |
| Variance | 5949.4612 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -6.959999847 | 3219 | 6.1% |
| -5.920000076 | 1904 | 3.6% |
| -6 | 1029 | 2.0% |
| -7.040000153 | 800 | 1.5% |
| -6.719999695 | 737 | 1.4% |
| -6.8 | 659 | 1.3% |
| -6.240000153 | 656 | 1.3% |
| -6.879999542 | 649 | 1.2% |
| -7.2 | 606 | 1.2% |
| 161.3599976 | 560 | 1.1% |
| Other values (2940) | 37268 | |
| (Missing) | 4326 | 8.3% |
| Value | Count | Frequency (%) |
| -8.479656912 | 1 | < 0.1% |
| -8.319999695 | 1 | < 0.1% |
| -8.240000153 | 1 | < 0.1% |
| -8.159999847 | 2 | < 0.1% |
| -8.080000305 | 1 | < 0.1% |
| -8.079999542 | 1 | < 0.1% |
| -8 | 2 | < 0.1% |
| -7.919999695 | 9 | |
| -7.855802566 | 1 | < 0.1% |
| -7.840000153 | 11 |
| Value | Count | Frequency (%) |
| 175.5006581 | 1 | |
| 175.370362 | 1 | |
| 175.2 | 1 | |
| 175.0974667 | 1 | |
| 174.9340775 | 1 | |
| 174.4536506 | 1 | |
| 174.280661 | 1 | |
| 174 | 1 | |
| 173.3169947 | 1 | |
| 173.1071261 | 1 |
13172_FERM0101.pH_1_PV
Real number (ℝ)
MISSING 
| Distinct | 5905 |
|---|---|
| Distinct (%) | 12.3% |
| Missing | 4326 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.55715161 |
| Minimum | -4.7790901 |
|---|---|
| Maximum | 9.6652878 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Negative | 23181 |
| Negative (%) | 44.2% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -4.7790901 |
|---|---|
| 5-th percentile | -4.6862289 |
| Q1 | -4.6862289 |
| median | 1.4021345 |
| Q3 | 1.7693521 |
| 95-th percentile | 5.9916756 |
| Maximum | 9.6652878 |
| Range | 14.444378 |
| Interquartile range (IQR) | 6.4555811 |
Descriptive statistics
| Standard deviation | 4.1954752 |
|---|---|
| Coefficient of variation (CV) | -7.5302217 |
| Kurtosis | -1.5230549 |
| Mean | -0.55715161 |
| Median Absolute Deviation (MAD) | 4.6926088 |
| Skewness | 0.26395314 |
| Sum | -26791.749 |
| Variance | 17.602012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -4.686228943 | 22828 | |
| 1.536162758 | 2842 | 5.4% |
| 1.502809715 | 1144 | 2.2% |
| 1.579955292 | 751 | 1.4% |
| 1.694073105 | 720 | 1.4% |
| 1.76935215 | 691 | 1.3% |
| 1.746356583 | 671 | 1.3% |
| 1.714764023 | 602 | 1.1% |
| 1.507031631 | 463 | 0.9% |
| 1.501964569 | 452 | 0.9% |
| Other values (5895) | 16923 | |
| (Missing) | 4326 | 8.3% |
| Value | Count | Frequency (%) |
| -4.779090118 | 1 | < 0.1% |
| -4.686228943 | 22828 | |
| -4.684416789 | 1 | < 0.1% |
| -4.683779182 | 1 | < 0.1% |
| -4.683502806 | 1 | < 0.1% |
| -4.683336452 | 1 | < 0.1% |
| -4.681602549 | 1 | < 0.1% |
| -4.680866583 | 1 | < 0.1% |
| -4.680287397 | 1 | < 0.1% |
| -4.679195669 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9.665287781 | 2 | |
| 9.53779068 | 1 | |
| 8.979374274 | 1 | |
| 8.381080236 | 1 | |
| 8.378705559 | 1 | |
| 8.103669818 | 1 | |
| 7.39616593 | 1 | |
| 7.055183028 | 1 | |
| 7.038299496 | 1 | |
| 7.038153495 | 1 |
13172_FERM0101.pH_2_PV
Real number (ℝ)
MISSING 
| Distinct | 5051 |
|---|---|
| Distinct (%) | 10.5% |
| Missing | 4326 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2278078 |
| Minimum | -0.8517828 |
|---|---|
| Maximum | 10.041967 |
| Zeros | 26 |
| Zeros (%) | < 0.1% |
| Negative | 24964 |
| Negative (%) | 47.6% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -0.8517828 |
|---|---|
| 5-th percentile | -0.8517828 |
| Q1 | -0.8517828 |
| median | -0.61330414 |
| Q3 | 1.8767929 |
| 95-th percentile | 6.0853622 |
| Maximum | 10.041967 |
| Range | 10.89375 |
| Interquartile range (IQR) | 2.7285757 |
Descriptive statistics
| Standard deviation | 2.5929226 |
|---|---|
| Coefficient of variation (CV) | 2.1118311 |
| Kurtosis | -0.64973699 |
| Mean | 1.2278078 |
| Median Absolute Deviation (MAD) | 0.23847866 |
| Skewness | 0.9494498 |
| Sum | 59041.592 |
| Variance | 6.7232476 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.8517827988 | 19006 | |
| -0.6520252228 | 4535 | 8.7% |
| 1.298497772 | 2000 | 3.8% |
| -0.6133041382 | 1397 | 2.7% |
| 1.374933434 | 692 | 1.3% |
| 1.340048027 | 678 | 1.3% |
| 1.063763046 | 657 | 1.3% |
| 1.366745186 | 585 | 1.1% |
| 1.407578659 | 569 | 1.1% |
| 1.211921883 | 554 | 1.1% |
| Other values (5041) | 17414 | |
| (Missing) | 4326 | 8.3% |
| Value | Count | Frequency (%) |
| -0.8517827988 | 19006 | |
| -0.8413989786 | 1 | < 0.1% |
| -0.8402301598 | 1 | < 0.1% |
| -0.8309171953 | 1 | < 0.1% |
| -0.6775653715 | 1 | < 0.1% |
| -0.6520252228 | 4535 | 8.7% |
| -0.6133041382 | 1397 | 2.7% |
| -0.4635412804 | 1 | < 0.1% |
| -0.4579264472 | 1 | < 0.1% |
| -0.4475497566 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10.04196701 | 1 | < 0.1% |
| 7.72420945 | 1 | < 0.1% |
| 7.516550345 | 1 | < 0.1% |
| 7.277795215 | 1 | < 0.1% |
| 7.160340881 | 1 | < 0.1% |
| 6.824984513 | 1 | < 0.1% |
| 6.70579071 | 1 | < 0.1% |
| 6.636557171 | 1 | < 0.1% |
| 6.478161621 | 14 | |
| 6.478126665 | 1 | < 0.1% |
13172_FERM0101.PUMP_1_PV
Categorical
IMBALANCE  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4327 |
| Missing (%) | 8.3% |
| Memory size | 2.8 MiB |
| 0.0 | |
|---|---|
| 48.0 | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0000416 |
| Min length | 3 |
Characters and Unicode
| Total characters | 144260 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 48084 | |
| 48.0 | 2 | < 0.1% |
| (Missing) | 4327 | 8.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 48084 | |
| 48.0 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 96170 | |
| . | 48086 | |
| 4 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 144260 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 96170 | |
| . | 48086 | |
| 4 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 144260 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 96170 | |
| . | 48086 | |
| 4 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 144260 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 96170 | |
| . | 48086 | |
| 4 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
13172_FERM0101.PUMP_1_TOTAL
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 174 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 4326 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.264756 |
| Minimum | 0 |
|---|---|
| Maximum | 111.59999 |
| Zeros | 7505 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.9599998 |
| median | 7.4399994 |
| Q3 | 12.4 |
| 95-th percentile | 44.63999 |
| Maximum | 111.59999 |
| Range | 111.59999 |
| Interquartile range (IQR) | 7.4400002 |
Descriptive statistics
| Standard deviation | 12.879822 |
|---|---|
| Coefficient of variation (CV) | 1.1433734 |
| Kurtosis | 12.032343 |
| Mean | 11.264756 |
| Median Absolute Deviation (MAD) | 2.4800003 |
| Skewness | 2.8694704 |
| Sum | 541688.31 |
| Variance | 165.88981 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.43999939 | 10885 | |
| 9.919999695 | 7976 | |
| 0 | 7505 | |
| 4.959999847 | 5299 | |
| 12.4 | 4015 | 7.7% |
| 44.63999023 | 3733 | 7.1% |
| 17.36000061 | 2729 | 5.2% |
| 2.479999924 | 1592 | 3.0% |
| 4.959999084 | 886 | 1.7% |
| 22.32000122 | 817 | 1.6% |
| Other values (164) | 2650 | 5.1% |
| (Missing) | 4326 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 7505 | |
| 0.002796132197 | 1 | < 0.1% |
| 0.02643525577 | 1 | < 0.1% |
| 0.06826814326 | 1 | < 0.1% |
| 0.07411262712 | 1 | < 0.1% |
| 0.08958652972 | 1 | < 0.1% |
| 0.1360892628 | 1 | < 0.1% |
| 0.1401083653 | 1 | < 0.1% |
| 0.1511936223 | 1 | < 0.1% |
| 0.1669230632 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 111.5999878 | 74 | 0.1% |
| 104.5733643 | 74 | 0.1% |
| 91.75997314 | 4 | < 0.1% |
| 84.31997681 | 1 | < 0.1% |
| 76.87998047 | 86 | 0.2% |
| 69.43998413 | 1 | < 0.1% |
| 66.95998535 | 1 | < 0.1% |
| 61.99998779 | 1 | < 0.1% |
| 47.11999207 | 68 | 0.1% |
| 44.63999023 | 3733 |
13172_FERM0101.PUMP_2_PV
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 310 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 4327 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.017902191 |
| Minimum | 0 |
|---|---|
| Maximum | 48 |
| Zeros | 47762 |
| Zeros (%) | 91.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.49467443 |
|---|---|
| Coefficient of variation (CV) | 27.632061 |
| Kurtosis | 7385.4548 |
| Mean | 0.017902191 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 78.032428 |
| Sum | 860.84474 |
| Variance | 0.24470279 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 47762 | |
| 8 | 6 | < 0.1% |
| 1.742733408 | 4 | < 0.1% |
| 4.799926758 | 4 | < 0.1% |
| 48 | 4 | < 0.1% |
| 2.399963379 | 2 | < 0.1% |
| 3.136338436 | 1 | < 0.1% |
| 3.668730086 | 1 | < 0.1% |
| 0.5859408074 | 1 | < 0.1% |
| 0.2370310548 | 1 | < 0.1% |
| Other values (300) | 300 | 0.6% |
| (Missing) | 4327 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 47762 | |
| 2.930807446 × 10-5 | 1 | < 0.1% |
| 0.001160210595 | 1 | < 0.1% |
| 0.001382299297 | 1 | < 0.1% |
| 0.004210924582 | 1 | < 0.1% |
| 0.004791641235 | 1 | < 0.1% |
| 0.007827220814 | 1 | < 0.1% |
| 0.008307240502 | 1 | < 0.1% |
| 0.01150828542 | 1 | < 0.1% |
| 0.01800439949 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 48 | 4 | |
| 8 | 6 | |
| 7.734632664 | 1 | < 0.1% |
| 7.199890137 | 1 | < 0.1% |
| 6.962828807 | 1 | < 0.1% |
| 6.76271029 | 1 | < 0.1% |
| 6.460059839 | 1 | < 0.1% |
| 6.419834763 | 1 | < 0.1% |
| 6.293432236 | 1 | < 0.1% |
| 5.776636972 | 1 | < 0.1% |
13172_FERM0101.PUMP_2_TOTAL
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 282 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 4326 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.354265 |
| Minimum | 0 |
|---|---|
| Maximum | 1082.1447 |
| Zeros | 28873 |
| Zeros (%) | 55.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12.835783 |
| 95-th percentile | 47.635233 |
| Maximum | 1082.1447 |
| Range | 1082.1447 |
| Interquartile range (IQR) | 12.835783 |
Descriptive statistics
| Standard deviation | 78.606721 |
|---|---|
| Coefficient of variation (CV) | 4.2827495 |
| Kurtosis | 50.7141 |
| Mean | 18.354265 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.9786517 |
| Sum | 882601.55 |
| Variance | 6179.0165 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 28873 | |
| 14.3049881 | 3726 | 7.1% |
| 2.766121483 | 2190 | 4.2% |
| 21.62820587 | 1251 | 2.4% |
| 6.069880295 | 949 | 1.8% |
| 36.84609985 | 884 | 1.7% |
| 5.523295975 | 875 | 1.7% |
| 9.484403992 | 852 | 1.6% |
| 570.0592285 | 768 | 1.5% |
| 12.83578339 | 713 | 1.4% |
| Other values (272) | 7006 | 13.4% |
| (Missing) | 4326 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 28873 | |
| 0.01666003704 | 1 | < 0.1% |
| 0.0167649371 | 1 | < 0.1% |
| 0.01684833063 | 1 | < 0.1% |
| 0.0715862416 | 1 | < 0.1% |
| 0.08394892034 | 1 | < 0.1% |
| 0.08654680633 | 1 | < 0.1% |
| 0.125176948 | 1 | < 0.1% |
| 0.1873602335 | 1 | < 0.1% |
| 0.1948790784 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1082.144727 | 12 | < 0.1% |
| 1052.611908 | 1 | < 0.1% |
| 824.7780428 | 1 | < 0.1% |
| 651.8535156 | 50 | 0.1% |
| 632.4105591 | 1 | < 0.1% |
| 611.8286621 | 3 | < 0.1% |
| 596.9721187 | 1 | < 0.1% |
| 574.037207 | 3 | < 0.1% |
| 570.0592285 | 768 | |
| 559.6328125 | 1 | < 0.1% |
13172_FERM0101.Single_Use_DO_PV
Real number (ℝ)
MISSING 
| Distinct | 6106 |
|---|---|
| Distinct (%) | 12.7% |
| Missing | 4327 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 690.827 |
| Minimum | 0 |
|---|---|
| Maximum | 875.36055 |
| Zeros | 9 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 18.489357 |
| Q1 | 736.84443 |
| median | 799.99199 |
| Q3 | 799.99199 |
| 95-th percentile | 817.15215 |
| Maximum | 875.36055 |
| Range | 875.36055 |
| Interquartile range (IQR) | 63.147559 |
Descriptive statistics
| Standard deviation | 254.61141 |
|---|---|
| Coefficient of variation (CV) | 0.36856031 |
| Kurtosis | 2.7498305 |
| Mean | 690.827 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.1422047 |
| Sum | 33219107 |
| Variance | 64826.971 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 799.9919922 | 26192 | |
| 809.7084961 | 3731 | 7.1% |
| 736.8444336 | 2019 | 3.9% |
| 827.9775391 | 772 | 1.5% |
| 730.9868164 | 766 | 1.5% |
| 757.1379883 | 754 | 1.4% |
| 875.3605469 | 750 | 1.4% |
| 605.275 | 692 | 1.3% |
| 727.7947754 | 689 | 1.3% |
| 718.2546387 | 616 | 1.2% |
| Other values (6096) | 11105 | |
| (Missing) | 4327 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 0.558311291 | 1 | < 0.1% |
| 0.8720000267 | 1 | < 0.1% |
| 0.8783016688 | 1 | < 0.1% |
| 0.8800000191 | 1 | < 0.1% |
| 0.8846777564 | 1 | < 0.1% |
| 0.8863550276 | 1 | < 0.1% |
| 0.8896752112 | 1 | < 0.1% |
| 0.9023908683 | 1 | < 0.1% |
| 0.9039999962 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 875.3605469 | 750 | 1.4% |
| 871.5458984 | 34 | 0.1% |
| 850.8743164 | 46 | 0.1% |
| 840.2395508 | 123 | 0.2% |
| 827.9775391 | 772 | 1.5% |
| 826.3526367 | 116 | 0.2% |
| 825.159375 | 118 | 0.2% |
| 817.1521484 | 610 | 1.2% |
| 810.7552998 | 1 | < 0.1% |
| 809.7084961 | 3731 |
13172_FERM0101.Single_Use_pH_PV
Real number (ℝ)
MISSING 
| Distinct | 1214 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 4327 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 677.10959 |
| Minimum | -794.048 |
|---|---|
| Maximum | 800.73599 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 229 |
| Negative (%) | 0.4% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -794.048 |
|---|---|
| 5-th percentile | 5.9439941 |
| Q1 | 799.93599 |
| median | 800.16797 |
| Q3 | 800.36797 |
| 95-th percentile | 800.47998 |
| Maximum | 800.73599 |
| Range | 1594.784 |
| Interquartile range (IQR) | 0.43198242 |
Descriptive statistics
| Standard deviation | 297.37499 |
|---|---|
| Coefficient of variation (CV) | 0.43918296 |
| Kurtosis | 3.5208656 |
| Mean | 677.10959 |
| Median Absolute Deviation (MAD) | 0.20795898 |
| Skewness | -2.166554 |
| Sum | 32559492 |
| Variance | 88431.887 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 800.447998 | 4177 | 8.0% |
| 800.2080078 | 3429 | 6.5% |
| 799.8799805 | 2418 | 4.6% |
| 800.2959961 | 1815 | 3.5% |
| 800.4799805 | 1804 | 3.4% |
| 800.3040039 | 1695 | 3.2% |
| 800.3679688 | 1677 | 3.2% |
| 800.2160156 | 1646 | 3.1% |
| 800.0959961 | 1318 | 2.5% |
| 800.3919922 | 1268 | 2.4% |
| Other values (1204) | 26839 | |
| (Missing) | 4327 | 8.3% |
| Value | Count | Frequency (%) |
| -794.047998 | 1 | |
| -793.8640137 | 2 | |
| -788.6320313 | 2 | |
| -788.6080078 | 1 | |
| -788.5760254 | 1 | |
| -788.552002 | 1 | |
| -788.5360352 | 1 | |
| -788.5120117 | 1 | |
| -788.4800293 | 1 | |
| -788.4720215 | 1 |
| Value | Count | Frequency (%) |
| 800.7359863 | 817 | 1.6% |
| 800.6 | 1242 | 2.4% |
| 800.4799805 | 1804 | |
| 800.447998 | 4177 | |
| 800.4319824 | 656 | 1.3% |
| 800.4 | 520 | 1.0% |
| 800.3919922 | 1268 | 2.4% |
| 800.3679688 | 1677 | |
| 800.3199707 | 1242 | 2.4% |
| 800.3040039 | 1695 |
13172_FERM0101.Temperatura_PV
Real number (ℝ)
MISSING 
| Distinct | 27370 |
|---|---|
| Distinct (%) | 56.9% |
| Missing | 4326 |
| Missing (%) | 8.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.279289 |
| Minimum | 0 |
|---|---|
| Maximum | 80.999279 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.247998 |
| Q1 | 10.456031 |
| median | 16.471997 |
| Q3 | 20.75313 |
| 95-th percentile | 29.667737 |
| Maximum | 80.999279 |
| Range | 80.999279 |
| Interquartile range (IQR) | 10.297099 |
Descriptive statistics
| Standard deviation | 8.6351792 |
|---|---|
| Coefficient of variation (CV) | 0.53043959 |
| Kurtosis | -0.81387714 |
| Mean | 16.279289 |
| Median Absolute Deviation (MAD) | 5.576001 |
| Skewness | 0.033052576 |
| Sum | 782822.16 |
| Variance | 74.56632 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.208001709 | 382 | 0.7% |
| 3.2 | 359 | 0.7% |
| 3.223999023 | 357 | 0.7% |
| 3.176000977 | 328 | 0.6% |
| 3.247998047 | 290 | 0.6% |
| 3.255999756 | 286 | 0.5% |
| 3.264001465 | 275 | 0.5% |
| 3.288000488 | 244 | 0.5% |
| 3.335998535 | 228 | 0.4% |
| 3.167999268 | 219 | 0.4% |
| Other values (27360) | 45119 | |
| (Missing) | 4326 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.4239990234 | 1 | |
| 2.976000977 | 1 | |
| 2.984696145 | 1 | |
| 2.999495604 | 1 | |
| 3.008001709 | 1 | |
| 3.015997314 | 2 | |
| 3.040002441 | 2 | |
| 3.047998047 | 1 | |
| 3.092335761 | 1 |
| Value | Count | Frequency (%) |
| 80.99927861 | 1 | < 0.1% |
| 78.62512794 | 1 | < 0.1% |
| 32.56863598 | 1 | < 0.1% |
| 32.51999512 | 2 | |
| 32.51566854 | 1 | < 0.1% |
| 32.48000488 | 1 | < 0.1% |
| 32.41892155 | 1 | < 0.1% |
| 32.39200439 | 3 | |
| 32.38775219 | 1 | < 0.1% |
| 32.38773751 | 1 | < 0.1% |
| 13172_FERM0101.Agitation_PV | 13172_FERM0101.Air_Sparge_PV | 13172_FERM0101.Biocontainer_Pressure_PV | 13172_FERM0101.DO_1_PV | 13172_FERM0101.DO_2_PV | 13172_FERM0101.Gas_Overlay_PV | 13172_FERM0101.Load_Cell_Net_PV | 13172_FERM0101.pH_1_PV | 13172_FERM0101.pH_2_PV | 13172_FERM0101.PUMP_1_PV | 13172_FERM0101.PUMP_1_TOTAL | 13172_FERM0101.PUMP_2_PV | 13172_FERM0101.PUMP_2_TOTAL | 13172_FERM0101.Single_Use_DO_PV | 13172_FERM0101.Single_Use_pH_PV | 13172_FERM0101.Temperatura_PV | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DateTime | ||||||||||||||||
| 2023-03-15 00:00:00.000 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.72 | 1.694073 | -0.851783 | 0.0 | 4.96 | 0.0 | 0.0 | 875.360547 | 800.391992 | 19.376315 |
| 2023-03-15 00:15:00.000 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.72 | 1.694073 | -0.851783 | 0.0 | 4.96 | 0.0 | 0.0 | 875.360547 | 800.391992 | 19.376001 |
| 2023-03-15 00:30:00.000 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.72 | 1.694073 | -0.851783 | 0.0 | 4.96 | 0.0 | 0.0 | 875.360547 | 800.391992 | 19.272022 |
| 2023-03-15 00:45:00.000 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.72 | 1.694073 | -0.851783 | 0.0 | 4.96 | 0.0 | 0.0 | 875.360547 | 800.391992 | 19.271780 |
| 2023-03-15 01:00:00.000 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.72 | 1.694073 | -0.851783 | 0.0 | 4.96 | 0.0 | 0.0 | 875.360547 | 800.391992 | 19.272565 |
| 2023-03-15 01:15:00.000 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.72 | 1.694073 | -0.851783 | 0.0 | 4.96 | 0.0 | 0.0 | 875.360547 | 800.391992 | 19.193671 |
| 2023-03-15 01:30:00.000 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.72 | 1.694073 | -0.851783 | 0.0 | 4.96 | 0.0 | 0.0 | 875.360547 | 800.391992 | 19.217483 |
| 2023-03-15 01:45:00.000 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.72 | 1.694073 | -0.851783 | 0.0 | 4.96 | 0.0 | 0.0 | 875.360547 | 800.391992 | 19.216803 |
| 2023-03-15 02:00:00.000 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.72 | 1.694073 | -0.851783 | 0.0 | 4.96 | 0.0 | 0.0 | 875.360547 | 800.391992 | 19.192596 |
| 2023-03-15 02:15:00.000 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.72 | 1.694073 | -0.851783 | 0.0 | 4.96 | 0.0 | 0.0 | 875.360547 | 800.391992 | 19.112390 |
| 13172_FERM0101.Agitation_PV | 13172_FERM0101.Air_Sparge_PV | 13172_FERM0101.Biocontainer_Pressure_PV | 13172_FERM0101.DO_1_PV | 13172_FERM0101.DO_2_PV | 13172_FERM0101.Gas_Overlay_PV | 13172_FERM0101.Load_Cell_Net_PV | 13172_FERM0101.pH_1_PV | 13172_FERM0101.pH_2_PV | 13172_FERM0101.PUMP_1_PV | 13172_FERM0101.PUMP_1_TOTAL | 13172_FERM0101.PUMP_2_PV | 13172_FERM0101.PUMP_2_TOTAL | 13172_FERM0101.Single_Use_DO_PV | 13172_FERM0101.Single_Use_pH_PV | 13172_FERM0101.Temperatura_PV | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DateTime | ||||||||||||||||
| 2024-09-10 21:45:00.000 | 0.0 | 0.0 | -0.298035 | 0.0 | 0.0 | 4.000139 | -1.44 | 1.444136 | -0.613304 | 0.0 | 0.0 | 0.0 | 0.0 | 799.991992 | 800.119971 | 15.423999 |
| 2024-09-10 22:00:00.000 | 0.0 | 0.0 | -0.356402 | 0.0 | 0.0 | 3.999921 | -1.44 | 1.444136 | -0.613304 | 0.0 | 0.0 | 0.0 | 0.0 | 799.991992 | 800.119971 | 15.359998 |
| 2024-09-10 22:15:00.000 | 0.0 | 0.0 | -0.416912 | 0.0 | 0.0 | 4.000179 | -1.44 | 1.444136 | -0.613304 | 0.0 | 0.0 | 0.0 | 0.0 | 799.991992 | 800.119971 | 15.312000 |
| 2024-09-10 22:30:00.000 | 0.0 | 0.0 | -0.543332 | 0.0 | 0.0 | 4.000018 | -1.44 | 1.444136 | -0.613304 | 0.0 | 0.0 | 0.0 | 0.0 | 799.991992 | 800.119971 | 15.312000 |
| 2024-09-10 22:45:00.000 | 0.0 | 0.0 | -0.622107 | 0.0 | 0.0 | 3.999754 | -1.44 | 1.444136 | -0.613304 | 0.0 | 0.0 | 0.0 | 0.0 | 799.991992 | 800.119971 | 15.275286 |
| 2024-09-10 23:00:00.000 | 0.0 | 0.0 | -0.679551 | 0.0 | 0.0 | 3.999814 | -1.44 | 1.444136 | -0.613304 | 0.0 | 0.0 | 0.0 | 0.0 | 799.991992 | 800.119971 | 15.295996 |
| 2024-09-10 23:15:00.000 | 0.0 | 0.0 | -0.581598 | 0.0 | 0.0 | 4.000095 | -1.44 | 1.444136 | -0.613304 | 0.0 | 0.0 | 0.0 | 0.0 | 799.991992 | 800.119971 | 15.280005 |
| 2024-09-10 23:30:00.000 | 0.0 | 0.0 | -0.567566 | 0.0 | 0.0 | 3.999928 | -1.44 | 1.444136 | -0.613304 | 0.0 | 0.0 | 0.0 | 0.0 | 799.991992 | 800.119971 | 15.231995 |
| 2024-09-10 23:45:00.000 | 0.0 | 0.0 | -0.486750 | 0.0 | 0.0 | 4.000093 | -1.44 | 1.444136 | -0.613304 | 0.0 | 0.0 | 0.0 | 0.0 | 799.991992 | 800.119971 | 15.256006 |
| 2024-09-11 00:00:00.000 | 0.0 | 0.0 | -0.579450 | 0.0 | 0.0 | 4.000006 | -1.44 | 1.444136 | -0.613304 | 0.0 | 0.0 | 0.0 | 0.0 | 799.991992 | 800.119971 | 15.200000 |
Most frequently occurring
| 13172_FERM0101.Agitation_PV | 13172_FERM0101.Air_Sparge_PV | 13172_FERM0101.Biocontainer_Pressure_PV | 13172_FERM0101.DO_1_PV | 13172_FERM0101.DO_2_PV | 13172_FERM0101.Gas_Overlay_PV | 13172_FERM0101.Load_Cell_Net_PV | 13172_FERM0101.pH_1_PV | 13172_FERM0101.pH_2_PV | 13172_FERM0101.PUMP_1_PV | 13172_FERM0101.PUMP_1_TOTAL | 13172_FERM0101.PUMP_2_PV | 13172_FERM0101.PUMP_2_TOTAL | 13172_FERM0101.Single_Use_DO_PV | 13172_FERM0101.Single_Use_pH_PV | 13172_FERM0101.Temperatura_PV | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1050 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 4325 |
| 875 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -5.92 | 1.536163 | -0.652025 | 0.0 | 44.639990 | 0.0 | 14.304988 | 809.708496 | 800.447998 | 26.288000 | 20 |
| 671 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.08 | 1.536163 | -0.652025 | 0.0 | 44.639990 | 0.0 | 14.304988 | 809.708496 | 800.447998 | 15.183997 | 13 |
| 922 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -5.92 | 1.536163 | -0.652025 | 0.0 | 44.639990 | 0.0 | 14.304988 | 809.708496 | 800.447998 | 27.095996 | 12 |
| 284 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.96 | -4.686229 | 1.298498 | 0.0 | 7.439999 | 0.0 | 2.766121 | 736.844434 | 800.208008 | 17.792004 | 11 |
| 297 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.96 | -4.686229 | 1.298498 | 0.0 | 7.439999 | 0.0 | 2.766121 | 736.844434 | 800.208008 | 17.992004 | 11 |
| 305 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.96 | -4.686229 | 1.298498 | 0.0 | 7.439999 | 0.0 | 2.766121 | 736.844434 | 800.208008 | 18.119995 | 11 |
| 695 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.00 | 1.502810 | -0.613304 | 0.0 | 44.639990 | 0.0 | 14.304988 | 809.708496 | 800.447998 | 14.512000 | 11 |
| 708 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -6.00 | 1.502810 | -0.613304 | 0.0 | 44.639990 | 0.0 | 14.304988 | 809.708496 | 800.447998 | 14.719995 | 11 |
| 877 | 0.0 | 0.0 | 480.0 | NaN | 0.0 | 0.0 | -5.92 | 1.536163 | -0.652025 | 0.0 | 44.639990 | 0.0 | 14.304988 | 809.708496 | 800.447998 | 26.319995 | 11 |